Theory

Forget What You Know about LLMs Evaluations - LLMs are Like a Chameleon EMNLP 2025 Formally Verified Approximate Policy Iteration AAAI 2025 Formal Quality Measures for Predictors in Markov Decision Processes AAAI 2025 Formal Synthesis of Safe Kolmogorov-Arnold Network Controllers with Barrier Certificates IJCAI 2025 Formation of Representations in Neural Networks ICLR 2025 Foundations of the Theory of Performance-Based Ranking CVPR 2025 Fourier Head: Helping Large Language Models Learn Complex Probability Distributions ICLR 2025 Fréchet Wavelet Distance: A Domain-Agnostic Metric for Image Generation ICLR 2025 From Alexnet to Transformers: Measuring the Non-linearity of Deep Neural Networks with Affine Optimal Transport CVPR 2025 From Calculation to Adjudication: Examining LLM Judges on Mathematical Reasoning Tasks ACL 2025 From Individual to Universal: Regularized Multi-view Joint Representation for Multi-view Subspace-Preserving Recovery IJCAI 2025 From Logistic Regression to the Perceptron Algorithm: Exploring Gradient Descent with Large Step Sizes AAAI 2025 From Stories to Statistics: Methodological Biases in LLM-Based Narrative Flow Quantification CoNLL 2025 From Tokens to Lattices: Emergent Lattice Structures in Language Models ICLR 2025 Fundamental Limitations on Subquadratic Alternatives to Transformers ICLR 2025 Generalizability of Neural Networks Minimizing Empirical Risk Based on Expressive Power ICLR 2025 Generalization Analysis for Deep Contrastive Representation Learning AAAI 2025 Generalization, Expressivity, and Universality of Graph Neural Networks on Attributed Graphs ICLR 2025 Generalization in VAE and Diffusion Models: A Unified Information-Theoretic Analysis ICLR 2025 Generalization of Graph Neural Networks Is Robust to Model Mismatch AAAI 2025 Generalization through variance: how noise shapes inductive biases in diffusion models ICLR 2025 General Loss Functions Lead to (Approximate) Interpolation in High Dimensions JMLR 2025 Generating Visual Explanations from Deep Networks using Implicit Neural Representations WACV 2025 GeoGuide: Geometric Guidance of Diffusion Models WACV 2025 Geometry of Lightning Self-Attention: Identifiability and Dimension ICLR 2025